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gaoqiong
composable_kernel
Commits
d2611792
Commit
d2611792
authored
Aug 02, 2023
by
Bartlomiej Kocot
Browse files
Refactor grouped conv fwd instances
parent
cca7fdb6
Changes
25
Hide whitespace changes
Inline
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Showing
5 changed files
with
89 additions
and
405 deletions
+89
-405
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
...ped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
+22
-102
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
...uped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
+22
-102
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
...uped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
+22
-101
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instance.cpp
...ped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instance.cpp
+22
-99
test/grouped_convnd_fwd/grouped_convnd_fwd.cpp
test/grouped_convnd_fwd/grouped_convnd_fwd.cpp
+1
-1
No files found.
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
View file @
d2611792
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_fwd/device_grouped_conv_fwd_xdl_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
...
...
@@ -17,97 +9,6 @@ namespace tensor_operation {
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
GKZYXC
=
ck
::
tensor_layout
::
convolution
::
GKZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
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BF16
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F32
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BF16
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Empty_Tuple
,
BF16
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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,
Empty_Tuple
,
NDHWGK
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BF16
,
BF16
,
F32
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Empty_Tuple
,
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,
PassThrough
,
PassThrough
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,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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BF16
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ConvFwd1x1S1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
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,
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
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BF16
,
BF16
,
F32
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BF16
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,
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
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,
F32
,
BF16
,
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,
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,
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,
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ConvFwd1x1S1P0
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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256
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128
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
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128
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32
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32
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8
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8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
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1
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128
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32
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
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64
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32
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
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8
,
32
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32
,
1
,
2
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16
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,
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>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
...
...
@@ -122,8 +23,27 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_bf16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_bf16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_bf16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
View file @
d2611792
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_fwd/device_grouped_conv_fwd_xdl_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
...
...
@@ -17,97 +9,6 @@ namespace tensor_operation {
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
GKZYXC
=
ck
::
tensor_layout
::
convolution
::
GKZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
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2
,
8
,
8
,
1
,
1
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1
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S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
S
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4
,
16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
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F32
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Empty_Tuple
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F16
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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GKZYXC
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Empty_Tuple
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NDHWGK
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F16
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PassThrough
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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Empty_Tuple
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NDHWGK
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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GKZYXC
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Empty_Tuple
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
...
...
@@ -122,8 +23,27 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f16_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
View file @
d2611792
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_fwd/device_grouped_conv_fwd_xdl_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
...
...
@@ -17,96 +9,6 @@ namespace tensor_operation {
namespace
device
{
namespace
instance
{
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
GKZYXC
=
ck
::
tensor_layout
::
convolution
::
GKZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
16
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
1
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
16
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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Empty_Tuple
,
NDHWGK
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Empty_Tuple
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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NDHWGK
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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GKZYXC
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Empty_Tuple
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NDHWGK
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GemmMNKPadding
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1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
...
...
@@ -121,8 +23,27 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f32_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f32_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_f32_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instance.cpp
View file @
d2611792
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_fwd/device_grouped_conv_fwd_xdl_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
GKZYXC
=
ck
::
tensor_layout
::
convolution
::
GKZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// instance for small conv.K
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
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128
,
64
,
32
,
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2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
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,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
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,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
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,
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,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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32
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,
// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
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,
int32_t
,
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,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
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Empty_Tuple
,
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,
PassThrough
,
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,
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,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
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PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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GKZYXC
,
Empty_Tuple
,
NDHWGK
,
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ConvFwd1x1S1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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,
Empty_Tuple
,
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,
PassThrough
,
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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GKZYXC
,
Empty_Tuple
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NDHWGK
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Empty_Tuple
,
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,
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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Empty_Tuple
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,
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,
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,
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,
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
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,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
...
...
@@ -118,8 +22,27 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_int8_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_int8_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv_fwd_xdl_int8_instances
<
3
,
NDHWGC
,
GKZYXC
,
Empty_Tuple
,
NDHWGK
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
test/grouped_convnd_fwd/grouped_convnd_fwd.cpp
View file @
d2611792
...
...
@@ -264,7 +264,7 @@ TEST_F(TestGroupedConvNdFwd, GroupedConv2dFwdNHWGC)
// fp16
pass
=
ck
::
profiler
::
profile_grouped_conv_fwd_impl
<
2
,
ck
::
tensor_layout
::
convolution
::
NHWGC
,
ck
::
tensor_layout
::
convolution
::
KYX
G
C
,
ck
::
tensor_layout
::
convolution
::
G
KYXC
,
ck
::
tensor_layout
::
convolution
::
NHWGK
,
ck
::
half_t
,
ck
::
half_t
,
...
...
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